publications
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Publications
International Journal Papers
Axel Faes, Marc M. Van Hulle,
"Finger movement and coactivation predicted from intracranial brain activity using extended Block-Term Tensor Regression"
Journal of Neural Engineering
Axel Faes, Flavio Camarrone, Marc M. Van Hulle,
"Single finger trajectory prediction from intracranial brain activity using Block-Term Tensor Regression with fast and automatic component extraction"
IEEE Transactions on Neural Networks and Learning Systems
Axel Faes, Aurelie de Borman, Marc M. Van Hulle,
"Source space reduction for eLORETA"
Journal of Neural Engineering
Axel Faes, Iris Vantieghem, Marc M. Van Hulle,
"Neural Networks for Directed Connectivity Estimation in Source-Reconstructed EEG Data"
Applied Sciences
Conference Papers
Robin Marx, Maarten Wijnants, Peter Quax, Axel Faes, Wim Lamotte,
"Web Performance Characteristics of HTTP/2 and comparison to HTTP/1.1"
International Conference on Web Information Systems and Technologies, pg 87-114
Robin Marx, Peter Quax, Axel Faes and Wim Lamotte,
"Concatenation, embedding and sharding: Do HTTP/1 performance best practices make sense in HTTP/2?"
WEBIST 2017 - Proceedings of the 13th International Conference on Web Information Systems and Technologies
Extended Abstracts
Axel Faes, Mansoureh Fahimi Hnazaee, and Marc M. Van Hulle,
"Causal Graphical Modelling of Functional Connectivity from Reconstructed EEG Sources"
8th International BCI Meeting (2021)
Axel Faes and Tom Schrijvers,
"Towards a Core Language with Row-Based Effects for Optimised Compilation"
International Conference on Functional Programming 2017 Student Research Competition
Kashyap Todi, Brent Berghmans, Axel Faes and Matthijs Kaminski,
"Purpose-Centric Appropriation of Everyday Objects as Game Controllers"
CHI EA '16: Extended Abstracts of the SIGCHI Conference on Human Factors in Computing Systems. Late Breaking Work
Kashyap Todi, Donald Degraen, Brent Berghmans, Axel Faes, Matthijs Kaminski and Kris Luyten,
"Household Survival: Immersive Room-Sized Gaming Using Everyday Objects as Weapons"
CHI EA '16: Extended Abstracts of the SIGCHI Conference on Human Factors in Computing Systems. Student Game Competition
Thesis
Axel Faes,
"Finger Movement Decoding: From Source-Localisation to Tensor Regression Modelling"
PhD Thesis 2023
Axel Faes,
"An Information Theoretical Approach to EEG Source-Reconstructed Connectivity"
Advanced Master's Thesis 2018
Axel Faes,
"Algebraic Subtyping for Algebraic Effects and Handlers"
Master's Thesis 2018
Axel Faes,
"Machine learning techniques for flow-based network intrusion detection systems"
Bachelor's thesis 2016
Posters
Axel Faes and Tom Schrijvers,
"Towards a Core Language with Row-Based Effects for Optimised Compilation"
International Conference on Functional Programming 2017 Student Research Competition
Other publication
Matija Pretnar, Amr Hany Shehata Saleh, Axel Faes and Tom Schrijvers,
"Efficient compilation of algebraic effects and handlers"
2017 - CW Reports, CW708, 32 pp. Leuven, Belgium: Department of Computer Science, KU Leuven.
Students
Aurélie de Borman,
"Investigating the effect of Source Mixing on Directed Connectivity estimated between Simulated Reconstructed EEG Sources"
Internship Student
Diogo Sousa Morais,
"Estimating the effectiveness of source localized EEG for BCIs"
Internship Student
Guilherme de Borras Silva,
"Cluster Permutation Analysis of N-Back related EEG-ERP Data"
Internship Student
Iris Vantieghem,
"Using Neural Networks to derive Directed Connectivity between Reconstructed EEG Sources"
Master of Science in Artificial Intelligence (2020-2021)
Didier Quintius,
"Neural Network Approach to the Inverse Problem"
Master of Science in Artificial Intelligence (2020-2021)
Talks, presentations and other media
Apr 25, 2023
"voordracht met als titel "Decoding finger movements from invasive recordings in human motor cortex", Mindseed event Leuven"
, georganiseerd door NeuroTech Leuven
May 11, 2022
"BCI demo op Advanced Engineering, Antwerp Expo,"
, georganiseerd door AI Vlaanderen, Vlaanderen Industrie 4.0
Nov 28, 2021
"BCI demo op de "Dag van de Wetenschap", georganiseerd door Technopolis"
, georganiseerd door Technopolis (geannuleerd wegens de covid-19 situatie)
Nov 07, 2019
"voordracht met als titel "'MINDSPELLER’ Medical Research Project on Brain Computer Interfaces" \& concert (in samenwerking met Tigran Maytesian en zijn Mind Speller Chamber Orchestra)"
, Kathedraal van Sint-Michiel en Sint-Goedele, Brussel
Sep 19, 2017
"Honours student Axel Faes wins bronze medal in ACM SIGPLAN"
, KU Leuven, Department of Computer Science
Sep 19, 2017
"Student Axel Faes wins bronze medal in the ACM SIGPLAN Student Research Competition in ICFP conference"
, KU Leuven, Department of Computer Science, DTAI